基于影像与临床特征的急性前循环大血管闭塞性卒中血管内治疗后无效再通预测模型构建OA
Construction of a Prediction Model for Futile Recanalization after Endovascular Therapy in Acute Anterior Circulation Large Vessel Occlusion Stroke Based on Imaging and Clinical Features
目的 探究融合影像与临床特征的急性前循环大血管闭塞性卒中血管内治疗(endovascular therapy,EVT)后无效再通的独立危险因素,据此构建风险预测模型并验证其效能. 方法 回顾性纳入2023年6月—2025年10月阜阳市人民医院神经内科接受EVT且成功血管再通的急性前循环大血管闭塞性卒中患者.收集患者的一般资料及临床资料、影像学资料等.依据术后90 d mRS评分将患者分为有效再通和无效再通组,采用单因素logistic回归分析筛选潜在危险因素,进一步通过多因素logistic回归确定独立危险因素.基于独立危险因素构建列线图预测模型,并进行预测模型的统计推断、内部验证及后续验证校准.采用ROC评估模型的预测效能. 结果 本研究纳入247例患者,男性161例,女性86例,年龄29~87岁,平均(65.2±10.8)岁,其中无效再通组119例.与有效再通组相比,无效再通组年龄较高,糖尿病、心房颤动比例高,入院NIHSS评分、血糖、收缩压更高,取栓次数更多,且核心梗死体积、低灌注体积更大,Alberta卒中早期CT评分(Alberta stroke program early CT score,ASPECTS)更低,发病至再通时间更长(均P<0.05).多因素logistic回归分析显示,入院NIHSS评分、ASPECTS、核心梗死体积及低灌注体积是无效再通的独立影响因素.基于此构建的列线图预测模型AUC为0.887(95%CI 0.826~0.927),敏感度为0.874,特异度为0.859,准确度为0.866.校准曲线及Hosmer-Lemeshow检验显示,该模型总体稳定性良好,拟合优度较高(P=0.431).内部验证与后续验证均显示模型有良好的校准度与预测一致性,泛化能力可靠.决策曲线分析提示其具有较优的临床决策指导价值. 结论 入院NIHSS评分、ASPECTS、核心梗死体积、低灌注体积是急性前循环大血管闭塞性卒中患者EVT后无效再通的独立危险因素,整合临床特征和影像学参数,据此建立的预测模型对EVT后无效再通风险具有较高的预测效能.
Objective To investigate the independent risk factors for futile recanalization after endovascular therapy(EVT)in patients with acute anterior circulation large vessel occlusion stroke by integrating imaging and clinical features,and to construct and validate a risk prediction model based on these factors. Methods A retrospective analysis was conducted on patients with acute anterior circulation large vessel occlusion stroke who underwent EVT and achieved successful recanalization in the Department of Neurology,Fuyang People's Hospital from June 2023 to October 2025.General data,clinical data and imaging data were collected.Patients were divided into effective recanalization and futile recanalization groups based on the 90-day mRS score.Univariate logistic regression analysis was used to screen potential risk factors,followed by multivariate logistic regression to identify independent risk factors.A nomogram prediction model was constructed based on these factors,and statistical inference,internal validation,and subsequent calibration were performed.The predictive performance of the model was evaluated using ROC. Results A total of 247 patients were enrolled in this study,including 161 males and 86 females,aged 29-87 years,with a mean age of(65.2±10.8)years.Among them,119 patients were in the futile recanalization group.Compared with the effective recanalization group,the futile recanalization group had older age,higher proportions of diabetes mellitus,and atrial fibrillation,higher admission NIHSS score,blood glucose,and systolic blood pressure,more retrieval attempts,larger core infarct volume and hypoperfusion volume,lower Alberta stroke program early CT score(ASPECTS),and longer onset-to-recanalization time(all P<0.05).Multivariate logistic regression analysis showed that admission NIHSS score,ASPECTS,core infarct volume,and hypoperfusion volume were independent influencing factors for futile recanalization.The nomogram prediction model based on these factors had an AUC of 0.887(95%CI 0.826-0.927),sensitivity of 0.874,specificity of 0.859,and accuracy of 0.866.The calibration curve and Hosmer-Lemeshow test indicated good overall stability and high goodness-of-fit(P=0.431).Internal and subsequent validation demonstrated good calibration,predictive consistency,and reliable generalizability.Decision curve analysis suggested favorable clinical decision-making value. Conclusions Admission NIHSS score,ASPECTS,core infarct volume,and hypoperfusion volume are independent risk factors for futile recanalization after EVT in acute anterior circulation large vessel occlusion stroke patients.The prediction model integrating clinical features and imaging parameters has high predictive efficacy for the risk of futile recanalization after EVT.
李子锋;王幼萌;王国防;白新苹;姚明仁;许辉
阜阳 236000 阜阳市人民医院神经内科阜阳 236000 阜阳市人民医院神经内科阜阳 236000 阜阳市人民医院神经内科阜阳 236000 阜阳市人民医院神经内科阜阳 236000 阜阳市人民医院神经内科阜阳 236000 阜阳市人民医院神经内科
医药卫生
急性前循环大血管闭塞性卒中血管内治疗无效再通危险因素
Acute anterior circulation large vessel occlusion strokeEndovascular therapyFutile recanalizationRisk factor
《中国卒中杂志》 2026 (9)
1093-1101,9
中西医协同慢病管理研究项目(CXZH2024034-6)2024年阜阳市重点研究与开发计划项目临床医学研究转化专项项目(FK20245515)
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